{"id":"W3044262528","doi":"10.46538/hlj.13.2.7","title":"Heritage Speakers Follow All the Rules: Language Contact and Convergence in Polish Devoicing","year":2016,"lang":"en","type":"article","venue":"Heritage Language Journal","topic":"Linguistic Variation and Morphology","field":"Social Sciences","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Obstruent; Linguistics; Heritage language; Variation (astronomy); Context (archaeology); Homeland; Language contact; Code-switching; Grammar; Psychology; History; Vowel; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001490489,0.0001308782,0.0001996835,0.00007946268,0.0003124341,0.0001480927,0.0002990073,0.0001085271,0.001655683],"category_scores_gemma":[0.001537406,0.00008019518,0.00006859918,0.0001222628,0.0001804242,0.00021354,0.00005257825,0.0002672299,0.00005095495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001455752,"about_ca_system_score_gemma":0.0001527622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00437348,"about_ca_topic_score_gemma":0.01307272,"domain_scores_codex":[0.9983084,0.0004359684,0.0003051393,0.0001881243,0.00029035,0.0004720621],"domain_scores_gemma":[0.9990628,0.0003557837,0.0001604155,0.0001630812,0.00006103633,0.00019682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001336792,0.0001243211,0.08919962,0.00002950417,0.0001412364,0.004468591,0.8045178,0.000001147796,0.04321506,0.03199603,0.004643719,0.02152926],"study_design_scores_gemma":[0.007338952,0.0002483854,0.1419614,0.0005139985,0.000121888,0.0007633643,0.7182353,0.00005443569,0.0007904589,0.00236169,0.126502,0.001108127],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979548,0.001317178,0.0003670294,0.004694175,0.0009270748,0.0001837053,0.0000178724,0.00004871751,0.01289629],"genre_scores_gemma":[0.9942083,0.0003690496,0.0005251506,0.001724296,0.0008103064,0.000004629856,0.000001542871,0.0000165353,0.002340237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1218583,"threshold_uncertainty_score":0.999257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01886809660341924,"score_gpt":0.3026847843090389,"score_spread":0.2838166877056196,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}